{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import h5py\n",
    "from torch.utils.data import Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NVIDIA GeForce GTX 1050\n"
     ]
    }
   ],
   "source": [
    "if torch.cuda.is_available():\n",
    "    torch.set_default_tensor_type(torch.cuda.FloatTensor)\n",
    "    print(torch.cuda.get_device_name(0))\n",
    "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def crop_centre(img, new_width, new_height):\n",
    "    height, width, _ = img.shape\n",
    "    start_x = width//2 - new_width//2\n",
    "    start_y = height//2 - new_height//2\n",
    "    return img[start_y:start_y+new_height, start_x:start_x+new_width, :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "class CeleADataset(Dataset):\n",
    "    def __init__(self, file) -> None:\n",
    "        self.file_object = h5py.File(file, 'r')\n",
    "        self.dataset = self.file_object['img_align_celeba']\n",
    "\n",
    "    def __len__(self):\n",
    "        return len(self.dataset)\n",
    "\n",
    "    def __getitem__(self, index):\n",
    "        if index >= len(self.dataset):\n",
    "            raise IndexError()\n",
    "        img = np.array(self.dataset[str(index)+'.jpg'])\n",
    "        img = crop_centre(img, 128, 128)\n",
    "        return torch.cuda.FloatTensor(img).permute(2,0,1).view(1,3,128,128) / 255.0\n",
    "\n",
    "    def plot_image(self, index):\n",
    "        if index >= len(self.dataset):\n",
    "            raise IndexError()\n",
    "        img = np.array(self.dataset[str(index)+'.jpg'])\n",
    "        img = crop_centre(img, 128, 128)\n",
    "        plt.imshow(img, interpolation='none')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "celeba_dataset = CeleADataset('celeba_data/celeba_aligned_small.h5py')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "celeba_dataset.plot_image(43)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "class View(nn.Module):\n",
    "    def __init__(self, shape):\n",
    "        super().__init__()\n",
    "        self.shape = shape,\n",
    "\n",
    "    def forward(self, x):\n",
    "        return x.view(*self.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(116412,)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "View(218*178*3).shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "from email.policy import strict\n",
    "\n",
    "\n",
    "class Discriminator(nn.Module):\n",
    "    \"\"\"鉴别器\"\"\"\n",
    "    def __init__(self) -> None:\n",
    "        super().__init__()\n",
    "        \n",
    "        self.model = nn.Sequential(\n",
    "            nn.Conv2d(3, 256, kernel_size=8, stride=2),\n",
    "            nn.BatchNorm2d(256),\n",
    "            nn.LeakyReLU(0.2),\n",
    "            # nn.GELU(),\n",
    "\n",
    "            nn.Conv2d(256, 256, kernel_size=8, stride=2),\n",
    "            nn.BatchNorm2d(256),\n",
    "            nn.LeakyReLU(0.2),\n",
    "            # nn.GELU(),\n",
    "\n",
    "            nn.Conv2d(256, 3, kernel_size=8, stride=2),\n",
    "            nn.LeakyReLU(0.2),\n",
    "            # nn.GELU(),\n",
    "\n",
    "            View(3*10*10),\n",
    "            nn.Linear(3*10*10, 1),\n",
    "            nn.Sigmoid(),\n",
    "        )\n",
    "\n",
    "        # self.loss_function = nn.MSELoss()\n",
    "        self.loss_function = nn.BCELoss()\n",
    "\n",
    "        self.optimiser = torch.optim.Adam(self.parameters(), lr=0.01)\n",
    "\n",
    "        self.counter = 0\n",
    "        self.progress = []\n",
    "\n",
    "    def forward(self, inputs):\n",
    "        return self.model(inputs)\n",
    "\n",
    "    def train(self, inputs, targets):\n",
    "        outputs = self.forward(inputs)\n",
    "        loss = self.loss_function(outputs, targets)\n",
    "        self.optimiser.zero_grad()\n",
    "        loss.backward()\n",
    "        self.optimiser.step()\n",
    "\n",
    "        self.counter += 1\n",
    "        if self.counter % 10 == 0:\n",
    "            self.progress.append(loss.item())\n",
    "        if self.counter % 2000 == 0:\n",
    "            print(f'counter: {self.counter}')\n",
    "\n",
    "    def plot_progress(self):\n",
    "        df = pd.DataFrame(self.progress, columns=['loss'])\n",
    "        df.plot(ylim=(0, 1.0), figsize=(16, 8), alpha=0.1, marker='.', grid=True, yticks=(0, 0.25, 0.5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def generate_random_image(size):\n",
    "    return torch.rand(size)\n",
    "\n",
    "def generate_random_seed(size):\n",
    "    return torch.randn(size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "device(type='cuda', index=0)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "generate_random_image(2).device"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "counter: 2000\n",
      "counter: 4000\n",
      "counter: 6000\n",
      "counter: 8000\n",
      "counter: 10000\n",
      "CPU times: total: 21min 4s\n",
      "Wall time: 5min 22s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "D = Discriminator()\n",
    "D.to(device)\n",
    "count = 0\n",
    "for image_data_tensor in celeba_dataset:\n",
    "    if count >= 5000:\n",
    "        break\n",
    "    D.train(image_data_tensor, torch.cuda.FloatTensor([1.0]))\n",
    "    D.train(generate_random_image((1,3,128,128)), torch.cuda.FloatTensor([0.0]))\n",
    "    count += 1\n",
    "# for cpu need over 1 hour\n",
    "# for gpu (NVIDIA GeForce GTX 1050) need about 12 mins"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "D.plot_progress()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 0.0)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "D.forward(generate_random_image((1,3,128,128))).item(), D.forward(celeba_dataset[100]).item()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Generator(nn.Module):\n",
    "    \"\"\"生成器\"\"\"\n",
    "    def __init__(self) -> None:\n",
    "        super().__init__()\n",
    "        \n",
    "        self.model = nn.Sequential(\n",
    "            # 输入一个一维数组\n",
    "            nn.Linear(100, 3*11*11),\n",
    "            nn.LeakyReLU(0.2),\n",
    "            # 转换成四维\n",
    "            View((1,3,11,11)),\n",
    "            # 转置卷积\n",
    "            nn.ConvTranspose2d(3, 256, kernel_size=8, stride=2),\n",
    "\n",
    "            nn.BatchNorm2d(256),\n",
    "            nn.LeakyReLU(0.2),\n",
    "\n",
    "            nn.ConvTranspose2d(256, 256, kernel_size=8, stride=2),\n",
    "\n",
    "            nn.BatchNorm2d(256),\n",
    "            nn.LeakyReLU(0.2),\n",
    "\n",
    "            nn.ConvTranspose2d(256, 3, kernel_size=8, stride=2, padding=1),\n",
    "            nn.BatchNorm2d(3),\n",
    "            nn.Sigmoid(),\n",
    "            \n",
    "        )\n",
    "\n",
    "\n",
    "        self.optimiser = torch.optim.Adam(self.parameters(), lr=0.01)\n",
    "\n",
    "        self.counter = 0\n",
    "        self.progress = []\n",
    "\n",
    "    def forward(self, inputs):\n",
    "        return self.model(inputs)\n",
    "\n",
    "    def train(self, D, inputs, targets):\n",
    "        g_outputs = self.forward(inputs) # get output for network\n",
    "        d_outputs = D.forward(g_outputs) # input into discriminator\n",
    "\n",
    "        loss = D.loss_function(d_outputs, targets)\n",
    "\n",
    "        self.optimiser.zero_grad()\n",
    "        loss.backward()\n",
    "        self.optimiser.step()\n",
    "\n",
    "        self.counter += 1\n",
    "        if self.counter % 10 == 0:\n",
    "            self.progress.append(loss.item())\n",
    "\n",
    "    def plot_progress(self):\n",
    "        df = pd.DataFrame(self.progress, columns=['loss'])\n",
    "        df.plot(ylim=(0, 1.0), figsize=(16, 8), alpha=0.1, marker='.', grid=True, yticks=(0, 0.25, 0.5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x212855b3700>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "G = Generator()\n",
    "G.to(device)\n",
    "output = G.forward(generate_random_seed(100))\n",
    "img = output.detach().permute(0,2,3,1).view(128,128,3).cpu().numpy()\n",
    "plt.imshow(img, interpolation='none', cmap='Blues')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch: 1\n",
      "counter: 2000\n",
      "counter: 4000\n",
      "counter: 6000\n",
      "counter: 8000\n",
      "counter: 10000\n",
      "counter: 12000\n",
      "counter: 14000\n",
      "counter: 16000\n",
      "counter: 18000\n",
      "counter: 20000\n",
      "counter: 22000\n",
      "counter: 24000\n",
      "counter: 26000\n",
      "counter: 28000\n",
      "counter: 30000\n",
      "counter: 32000\n",
      "counter: 34000\n",
      "counter: 36000\n",
      "counter: 38000\n",
      "counter: 40000\n",
      "CPU times: total: 1h 48min 9s\n",
      "Wall time: 27min 12s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "D = Discriminator()\n",
    "D.to(device)\n",
    "G = Generator()\n",
    "G.to(device)\n",
    "epochs = 1\n",
    "for epoch in range(epochs):\n",
    "    print(f'epoch: {epoch+1}')\n",
    "    for image_data_tensor in celeba_dataset:\n",
    "        D.train(image_data_tensor, torch.cuda.FloatTensor([1.0]))\n",
    "        D.train(G.forward(generate_random_seed(100)).detach(), torch.cuda.FloatTensor([0.0]))\n",
    "        G.train(D, generate_random_seed(100), torch.cuda.FloatTensor([1.0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "torch.save(D, 'models/face_conv_discriminator_model.pth')\n",
    "torch.save(G, 'models/face_conv_generator_model.pth')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "D.plot_progress()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "G.plot_progress()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x800 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, axarr = plt.subplots(2,3, figsize=(16, 8))\n",
    "for i in range(2):\n",
    "    for j in range(3):\n",
    "        output = G.forward(generate_random_seed(100))\n",
    "        img = output.detach().cpu().numpy()\n",
    "        axarr[i,j].imshow(img, interpolation='none', cmap='Blues')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8739118576049805"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.cuda.memory_allocated(device) / (1024**3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.2674775123596191"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.cuda.max_memory_allocated(device) / (1024**3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "|===========================================================================|\n",
      "|                  PyTorch CUDA memory summary, device ID 0                 |\n",
      "|---------------------------------------------------------------------------|\n",
      "|            CUDA OOMs: 0            |        cudaMalloc retries: 0         |\n",
      "|===========================================================================|\n",
      "|        Metric         | Cur Usage  | Peak Usage | Tot Alloc  | Tot Freed  |\n",
      "|---------------------------------------------------------------------------|\n",
      "| Allocated memory      |     894 MB |    1297 MB |   19325 GB |   19324 GB |\n",
      "|---------------------------------------------------------------------------|\n",
      "| Active memory         |     894 MB |    1297 MB |   19325 GB |   19324 GB |\n",
      "|---------------------------------------------------------------------------|\n",
      "| GPU reserved memory   |    1400 MB |    1400 MB |    1400 MB |       0 B  |\n",
      "|---------------------------------------------------------------------------|\n",
      "| Non-releasable memory |   58485 KB |  103073 KB |    4782 GB |    4782 GB |\n",
      "|---------------------------------------------------------------------------|\n",
      "| Allocations           |     105    |     130    |    4002 K  |    4002 K  |\n",
      "|---------------------------------------------------------------------------|\n",
      "| Active allocs         |     105    |     130    |    4002 K  |    4002 K  |\n",
      "|---------------------------------------------------------------------------|\n",
      "| GPU reserved segments |      18    |      18    |      18    |       0    |\n",
      "|---------------------------------------------------------------------------|\n",
      "| Non-releasable allocs |      19    |      19    |    2161 K  |    2161 K  |\n",
      "|---------------------------------------------------------------------------|\n",
      "| Oversize allocations  |       0    |       0    |       0    |       0    |\n",
      "|---------------------------------------------------------------------------|\n",
      "| Oversize GPU segments |       0    |       0    |       0    |       0    |\n",
      "|===========================================================================|\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(torch.cuda.memory_summary(device, abbreviated=True))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.8.13 ('gpu')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
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